Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours

5 April 2019

Dimitrios Stamoulis

Ruizhou Ding

Di Wang

Dimitrios Lymberopoulos

B. Priyantha

Jie Liu

Diana Marculescu

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Papers citing "Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours"

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NASCaps: A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks Alberto Marchisio Andrea Massa Vojtěch Mrázek Beatrice Bussolino Maurizio Martina Mohamed Bennai 61 38 0 19 Aug 2020
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RARTS: An Efficient First-Order Relaxed Architecture Search Method Fanghui Xue Y. Qi Jack Xin 29 3 0 10 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 101 111 0 04 Aug 2020
Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution Haotian Tang Zhijian Liu Shengyu Zhao Chengyue Wu Ji Lin Hanrui Wang Song Han 3DPC 154 649 0 31 Jul 2020
Representation Sharing for Fast Object Detector Search and Beyond Yujie Zhong Zelu Deng Sheng Guo Matthew R. Scott Weilin Huang ObjD 115 16 0 23 Jul 2020
Joslim: Joint Widths and Weights Optimization for Slimmable Neural Networks Ting-Wu Chin Ari S. Morcos Diana Marculescu 95 10 0 23 Jul 2020
Discretization-Aware Architecture Search Yunjie Tian Chang-rui Liu Lingxi Xie Jianbin Jiao QiXiang Ye 56 32 0 07 Jul 2020
Making DensePose fast and light Ruslan Rakhimov Emil Bogomolov A. Notchenko Fung Mao Alexey Artemov Denis Zorin Evgeny Burnaev CVBM 3DH 106 5 0 26 Jun 2020
DC-NAS: Divide-and-Conquer Neural Architecture Search Yunhe Wang Yixing Xu Dacheng Tao 72 5 0 29 May 2020
HourNAS: Extremely Fast Neural Architecture Search Through an Hourglass Lens Zhaohui Yang Yunhe Wang Xinghao Chen Jianyuan Guo Wei Zhang Chao Xu Chunjing Xu Dacheng Tao Chang Xu 93 17 0 29 May 2020
Powering One-shot Topological NAS with Stabilized Share-parameter Proxy Ronghao Guo Chen Lin Chuming Li Keyu Tian Ming Sun Lu Sheng Junjie Yan BDL 94 17 0 21 May 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu Xinming Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 76 19 0 18 May 2020
Progressive Automatic Design of Search Space for One-Shot Neural Architecture Search Xin Xia Xuefeng Xiao Xing Wang Min Zheng 70 18 0 15 May 2020
NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and Results A. Abdelhamed Mahmoud Afifi Radu Timofte M. S. Brown Yue Cao ... Tingniao Wang C. Lei Bin Liu Rajat Gupta Vineet Kumar 99 85 0 08 May 2020
Noisy Differentiable Architecture Search Xiangxiang Chu Bo Zhang 44 43 0 07 May 2020
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions Yuhong Li Cong Hao Xiaofan Zhang Xinheng Liu Yao Chen Jinjun Xiong Wen-mei W. Hwu Deming Chen 73 77 0 06 May 2020
Superkernel Neural Architecture Search for Image Denoising Marcin Mo.zejko Tomasz Latkowski Lukasz Treszczotko Michal Szafraniuk K. Trojanowski SupR 52 16 0 19 Apr 2020
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions Alvin Wan Xiaoliang Dai Peizhao Zhang Zijian He Yuandong Tian ... Matthew Yu Tao Xu Kan Chen Peter Vajda Joseph E. Gonzalez 84 294 0 12 Apr 2020
Evolving Normalization-Activation Layers Hanxiao Liu Andrew Brock Karen Simonyan Quoc V. Le 117 81 0 06 Apr 2020
Network Adjustment: Channel Search Guided by FLOPs Utilization Ratio Zhengsu Chen J. Niu Lingxi Xie Xuefeng Liu Longhui Wei Qi Tian 54 12 0 06 Apr 2020
Neural Architecture Search for Lightweight Non-Local Networks Yingwei Li Xiaojie Jin Jieru Mei Xiaochen Lian Linjie Yang Cihang Xie Qihang Yu Yuyin Zhou S. Bai Alan Yuille 73 52 0 04 Apr 2020
CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks Qihang Yu Yingwei Li Jieru Mei Yuyin Zhou Alan Yuille 3DPC 66 3 0 28 Mar 2020
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet Shan You Tao Huang Mingmin Yang Fei Wang Chao Qian Changshui Zhang 98 143 0 25 Mar 2020
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Jiahui Yu Pengchong Jin Hanxiao Liu Gabriel Bender Pieter-Jan Kindermans Mingxing Tan Thomas Huang Xiaodan Song Ruoming Pang Quoc V. Le 113 304 0 24 Mar 2020
A Survey of Methods for Low-Power Deep Learning and Computer Vision Abhinav Goel Caleb Tung Yung-Hsiang Lu George K. Thiruvathukal VLM 53 95 0 24 Mar 2020
BS-NAS: Broadening-and-Shrinking One-Shot NAS with Searchable Numbers of Channels Zan Shen Jiang Qian Bojin Zhuang Shaojun Wang Jing Xiao 84 5 0 22 Mar 2020
PONAS: Progressive One-shot Neural Architecture Search for Very Efficient Deployment Sian-Yao Huang W. Chu 53 11 0 11 Mar 2020
NAS-Count: Counting-by-Density with Neural Architecture Search Yutao Hu Xiaolong Jiang Xuhui Liu Baochang Zhang Jungong Han Xianbin Cao David Doermann 78 90 0 29 Feb 2020
Neural Inheritance Relation Guided One-Shot Layer Assignment Search Rang Meng Weijie Chen Di Xie Yuan Zhang Shiliang Pu 22 6 0 28 Feb 2020
Semi-Supervised Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Enhong Chen Tie-Yan Liu 99 90 0 24 Feb 2020
To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing Aloïs Pourchot Alexis Ducarouge Olivier Sigaud 63 21 0 11 Feb 2020
Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness Ting-Wu Chin Cha Zhang Diana Marculescu AAML 26 1 0 07 Feb 2020
MixPath: A Unified Approach for One-shot Neural Architecture Search Xiangxiang Chu Shun Lu Xudong Li Bo Zhang 106 22 0 16 Jan 2020
Resource-Efficient Neural Networks for Embedded Systems Wolfgang Roth Günther Schindler Lukas Pfeifenberger Robert Peharz Sebastian Tschiatschek Holger Fröning Franz Pernkopf Zoubin Ghahramani 84 51 0 07 Jan 2020
BETANAS: BalancEd TrAining and selective drop for Neural Architecture Search Muyuan Fang Qiang-qiang Wang Zhaobai Zhong OOD 86 9 0 24 Dec 2019
FasterSeg: Searching for Faster Real-time Semantic Segmentation Wuyang Chen Xinyu Gong Xianming Liu Qian Zhang Yuan Li Zhangyang Wang SSeg OOD 98 190 0 23 Dec 2019
AdaBits: Neural Network Quantization with Adaptive Bit-Widths Qing Jin Linjie Yang Zhenyu A. Liao MQ 93 124 0 20 Dec 2019
AtomNAS: Fine-Grained End-to-End Neural Architecture Search Jieru Mei Yingwei Li Xiaochen Lian Xiaojie Jin Linjie Yang Alan Yuille Jianchao Yang 58 107 0 20 Dec 2019
UNAS: Differentiable Architecture Search Meets Reinforcement Learning Arash Vahdat Arun Mallya Ming-Yuan Liu Jan Kautz 85 34 0 16 Dec 2019
PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices Delia Velasco-Montero Jorge Fernández-Berni R. Carmona-Galán Á. Rodríguez-Vázquez 39 21 0 13 Dec 2019
Efficient Differentiable Neural Architecture Search with Meta Kernels Shoufa Chen Yunpeng Chen Shuicheng Yan Jiashi Feng 74 19 0 10 Dec 2019
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search Xiangxiang Chu Tianbao Zhou Bo Zhang Jixiang Li 88 312 0 27 Nov 2019
Exploiting Operation Importance for Differentiable Neural Architecture Search Xukai Xie Yuan Zhou S. Kung 76 36 0 24 Nov 2019
On-Device Machine Learning: An Algorithms and Learning Theory Perspective Sauptik Dhar Junyao Guo Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 129 144 0 02 Nov 2019
Device-Circuit-Architecture Co-Exploration for Computing-in-Memory Neural Accelerators Weiwen Jiang Qiuwen Lou Zheyu Yan Lei Yang Jiaxi Hu X. S. Hu Yiyu Shi 119 72 0 31 Oct 2019
Decomposable-Net: Scalable Low-Rank Compression for Neural Networks A. Yaguchi Taiji Suzuki Shuhei Nitta Y. Sakata A. Tanizawa 88 9 0 29 Oct 2019
Fast Hardware-Aware Neural Architecture Search Li Zhang Yuqing Yang Yuhang Jiang Wenwu Zhu Yunxin Liu 3DV 68 61 0 25 Oct 2019
NASIB: Neural Architecture Search withIn Budget Abhishek Singh Anubhav Garg Jinan Zhou S. Dubey Debo Dutta 36 2 0 19 Oct 2019
Balanced One-shot Neural Architecture Optimization Renqian Luo Tao Qin Enhong Chen BDL 69 14 0 24 Sep 2019